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Digital Ethics for Tech Professionals
  • Introduction
  • Part 1: Ethical Decision-Making
    • What’s at Stake
    • Defining Terminology
    • Causes of Ethical Failures
    • Ethical Decision-Making
    • Ethical Reasons
    • Identifying Ethical Risks
    • Selecting Options for Action
    • Pitfalls in Ethical Decision-Making
  • Part 2: Building Ethical Organisations
    • Organizational Culture
    • Organizational Purpose
    • Ethics Awareness
    • Organizational Design
    • Stakeholder Engagement
    • Ethical Leadership
  • Part 3: Knowledge Bank for the Identification and Mitigation of Risk
    • Security Risks
    • Privacy Risks
    • Fairness and Bias Risks
    • Transparency and Explainability Risks
    • Accountability Risks
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  • What Are Fairness and Bias?
  • Bias in Data Driven Technologies
  • Identifying Bias Risks
  • Sources of Bias Risks
  • Methods for Identifying Bias Risks
  • Tools for Identifying Bias Risks
  • Fairness Tradeoffs
  • Accuracy Tradeoffs
  • Liberty Tradeoffs
  • Utility Tradeoffs
  • Mitigating Bias Risks
  • Product Team Diversity
  • Inclusive Design
  • Foreseeability of Fairness Impacts: PESTL and STEEPV
  • Technical Strategies
  1. Part 3: Knowledge Bank for the Identification and Mitigation of Risk

Fairness and Bias Risks

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Last updated 2 years ago

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